最近,GitHub上出现一份深度学习资源,涵盖深度学习的各个方面,包括论文、数据集、课程、图书、博客、教程、框架等。
目前,这份资源在GitHub上已经获得1319多星。
https://github.com/osforscience/deep-learning-ocean#what-s-the-point-of-this-open-source-project
目录包含有
Introduction
What's the point of this open source project?
Motivation
Papers
Image Recognition
Object Recognition
Action Recognition
Caption Generation
Natural Language Processing
Speech Technology
Optimization
Representation Learning
Understanding and Transfer Learning
Reinforcement Learning
Convolutional Networks
Recurrent Networks
Autoencoders
Generative Models
Probabilistic Models
Models
Core
Applications
Datasets
General
Text classification
Question Answering
Sentiment Analysis
Machine Translation
Summarization
General
Face
Object Recognition
Action recognition
Image
Text and Natural Language Processing
Speech Technology
Courses
Books
Blogs
Tutorials
Frameworks
Contributing
Pull Request Process
Final Note
模型
比如卷积网络,提供了关于图像分类、句子分类、视频分类、人脸识别等方面应用论文,并附上论文的链接,部分论文有相应的实现代码,还对论文进行了星级评价。
还包括循环神经网络、自编码器、生成式模型、概率模型。
更多点击地址查看:
https://github.com/osforscience/deep-learning-ocean#what-s-the-point-of-this-open-source-project
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